CRC Survival Prognosis Prediction on SurGen
0.6794C-indexABMIL
Evaluation Results
| Method | Links | |
|---|---|---|
| ABMILFoundation Model=UNI2, Multi-scale=MSPN, Param=2.18M, FLOPs=17.71G2026.02 | 0.6794 | |
| DSMILFoundation Model=UNI2, Multi-scale=MSPN, Param=1.87M, FLOPs=13.08G2026.02 | 0.6788 | |
| CLAM-SBFoundation Model=GigaPath, Multi-scale=MSPN, Param=2.31M, FLOPs=19.67G2026.02 | 0.676 | |
| CLAM-SBFoundation Model=CONCH, Multi-scale=MSPN, Param=2.31M, FLOPs=19.67G2026.02 | 0.6748 | |
| TransMILFoundation Model=GigaPath, Multi-scale=w/o, Param=2.93M, FLOPs=84.01G2026.02 | 0.6724 | |
| DSMILFoundation Model=GigaPath, Multi-scale=MSPN, Param=1.87M, FLOPs=13.08G2026.02 | 0.6724 | |
| ABMILFoundation Model=GigaPath, Multi-scale=MSPN, Param=2.18M, FLOPs=17.71G2026.02 | 0.6692 | |
| HAG-MILFoundation Model=UNI2, Multi-scale=IAT, Param=85.83M, FLOPs=503.30G2026.02 | 0.6688 | |
| DSMILFoundation Model=GigaPath, Multi-scale=w/o, Param=872.20K, FLOPs=13.06G2026.02 | 0.6686 | |
| CLAM-MBFoundation Model=UNI2, Multi-scale=MSPN, Param=2.31M, FLOPs=19.69G2026.02 | 0.6682 | |
| DSMILFoundation Model=UNI2, Multi-scale=CSA, Param=921.99K, FLOPs=32.65G2026.02 | 0.668 | |
| TransMILFoundation Model=UNI2, Multi-scale=w/o, Param=2.93M, FLOPs=84.01G2026.02 | 0.6674 | |
| TransMILFoundation Model=CONCH, Multi-scale=w/o, Param=2.93M, FLOPs=84.01G2026.02 | 0.6672 | |
| CLAM-SBFoundation Model=UNI2, Multi-scale=MSPN, Param=2.31M, FLOPs=19.67G2026.02 | 0.6666 | |
| DSMILFoundation Model=UNI2, Multi-scale=Concat, Param=903.75K, FLOPs=32.65G2026.02 | 0.6658 | |
| CLAM-SBFoundation Model=CONCH, Multi-scale=w/o, Param=1.05M, FLOPs=15.74G2026.02 | 0.6656 | |
| DSMILFoundation Model=CONCH, Multi-scale=MSPN, Param=1.87M, FLOPs=13.08G2026.02 | 0.6652 | |
| DSMILFoundation Model=GigaPath, Multi-scale=CSA, Param=921.99K, FLOPs=32.65G2026.02 | 0.6652 | |
| DSMILFoundation Model=UNI2, Multi-scale=w/o, Param=872.20K, FLOPs=13.06G2026.02 | 0.6646 | |
| DSMILFoundation Model=CONCH, Multi-scale=Concat, Param=903.75K, FLOPs=32.65G2026.02 | 0.6626 | |
| CLAM-SBFoundation Model=GigaPath, Multi-scale=Concat, Param=3.19M, FLOPs=39.35G2026.02 | 0.6616 | |
| CLAM-MBFoundation Model=GigaPath, Multi-scale=Concat, Param=3.19M, FLOPs=39.38G2026.02 | 0.6616 | |
| ABMILFoundation Model=GigaPath, Multi-scale=Concat, Param=2.61M, FLOPs=38.37G2026.02 | 0.6612 | |
| ABMILFoundation Model=UNI2, Multi-scale=Concat, Param=2.61M, FLOPs=38.37G2026.02 | 0.6608 | |
| ABMILFoundation Model=UNI2, Multi-scale=w/o, Param=919.43K, FLOPs=13.77G2026.02 | 0.6606 | |
| CLAM-MBFoundation Model=UNI2, Multi-scale=Concat, Param=3.19M, FLOPs=39.38G2026.02 | 0.6602 | |
| CLAM-SBFoundation Model=GigaPath, Multi-scale=w/o, Param=1.05M, FLOPs=15.74G2026.02 | 0.66 | |
| CLAM-MBFoundation Model=CONCH, Multi-scale=MSPN, Param=2.31M, FLOPs=19.69G2026.02 | 0.6596 | |
| ABMILFoundation Model=CONCH, Multi-scale=MSPN, Param=2.18M, FLOPs=17.71G2026.02 | 0.659 | |
| ABMILFoundation Model=CONCH, Multi-scale=Concat, Param=2.61M, FLOPs=38.37G2026.02 | 0.6584 | |
| CLAM-SBFoundation Model=UNI2, Multi-scale=w/o, Param=1.05M, FLOPs=15.74G2026.02 | 0.657 | |
| CLAM-MBFoundation Model=UNI2, Multi-scale=w/o, Param=1.05M, FLOPs=15.75G2026.02 | 0.6568 | |
| MeanpoolFoundation Model=UNI2, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.02 | 0.6566 | |
| DSMILFoundation Model=CONCH, Multi-scale=w/o, Param=872.20K, FLOPs=13.06G2026.02 | 0.6565 | |
| ABMILState=MAMMOTH2026.03 | 0.6564 | |
| ABMILFoundation Model=CONCH, Multi-scale=CSA, Param=2.61M, FLOPs=38.37G2026.02 | 0.6562 | |
| CLAM-MBFoundation Model=GigaPath, Multi-scale=MSPN, Param=2.31M, FLOPs=19.69G2026.02 | 0.6552 | |
| CLAM-MBFoundation Model=UNI2, Multi-scale=CSA, Param=3.21M, FLOPs=39.38G2026.02 | 0.6552 | |
| DSMILFoundation Model=GigaPath, Multi-scale=Concat, Param=903.75K, FLOPs=32.65G2026.02 | 0.6536 | |
| DSMILFoundation Model=CONCH, Multi-scale=CSA, Param=921.99K, FLOPs=32.65G2026.02 | 0.6526 | |
| HAG-MILFoundation Model=GigaPath, Multi-scale=IAT, Param=85.83M, FLOPs=503.30G2026.02 | 0.6526 | |
| CLAM-MBFoundation Model=CONCH, Multi-scale=Concat, Param=3.19M, FLOPs=39.38G2026.02 | 0.6512 | |
| DSMILState=MAMMOTH2026.03 | 0.6511 | |
| CLAM-MBFoundation Model=CONCH, Multi-scale=CSA, Param=3.21M, FLOPs=39.38G2026.02 | 0.6504 | |
| CLAMState=MAMMOTH2026.03 | 0.6499 | |
| MeanState=MAMMOTH2026.03 | 0.6497 | |
| CLAM-SBFoundation Model=CONCH, Multi-scale=CSA, Param=3.21M, FLOPs=39.35G2026.02 | 0.649 | |
| CLAM-SBFoundation Model=UNI2, Multi-scale=CSA, Param=3.21M, FLOPs=39.35G2026.02 | 0.649 | |
| ILRAState=MAMMOTH2026.03 | 0.648 | |
| HAG-MILFoundation Model=CONCH, Multi-scale=IAT, Param=85.83M, FLOPs=503.30G2026.02 | 0.6472 | |
| MeanpoolFoundation Model=GigaPath, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.02 | 0.6468 | |
| ABMILFoundation Model=GigaPath, Multi-scale=CSA, Param=2.61M, FLOPs=38.37G2026.02 | 0.6458 | |
| CLAM-MBFoundation Model=CONCH, Multi-scale=w/o, Param=1.05M, FLOPs=15.75G2026.02 | 0.6452 | |
| CLAM-MBFoundation Model=GigaPath, Multi-scale=CSA, Param=3.21M, FLOPs=39.38G2026.02 | 0.6442 | |
| ABMILFoundation Model=UNI2, Multi-scale=CSA, Param=2.61M, FLOPs=38.37G2026.02 | 0.644 | |
| CLAM-SBFoundation Model=GigaPath, Multi-scale=CSA, Param=3.21M, FLOPs=39.35G2026.02 | 0.6434 | |
| MeanState=Base2026.03 | 0.6403 | |
| CLAMState=Base2026.03 | 0.6393 | |
| TransformerState=MAMMOTH2026.03 | 0.6391 | |
| CLAM-SBFoundation Model=UNI2, Multi-scale=Concat, Param=3.19M, FLOPs=39.35G2026.02 | 0.638 | |
| ABMILState=Base2026.03 | 0.6367 | |
| CLAM-MBFoundation Model=GigaPath, Multi-scale=w/o, Param=1.05M, FLOPs=15.75G2026.02 | 0.636 | |
| ABMILFoundation Model=CONCH, Multi-scale=w/o, Param=919.43K, FLOPs=13.77G2026.02 | 0.6352 | |
| TransMILState=MAMMOTH2026.03 | 0.631 | |
| ABMILFoundation Model=GigaPath, Multi-scale=w/o, Param=919.43K, FLOPs=13.77G2026.02 | 0.6308 | |
| MeanpoolFoundation Model=CONCH, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.02 | 0.624 | |
| ILRAState=Base2026.03 | 0.6229 | |
| TransformerState=Base2026.03 | 0.6059 | |
| DSMILState=Base2026.03 | 0.6017 | |
| MaxState=MAMMOTH2026.03 | 0.5931 | |
| CLAM-SBFoundation Model=CONCH, Multi-scale=Concat, Param=3.19M, FLOPs=39.35G2026.02 | 0.5864 | |
| TransMILState=Base2026.03 | 0.5794 | |
| MaxState=Base2026.03 | 0.5653 | |
| MaxpoolFoundation Model=CONCH, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.02 | 0.5296 | |
| MaxpoolFoundation Model=GigaPath, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.02 | 0.5252 | |
| MaxpoolFoundation Model=UNI2, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.02 | 0.4906 |